Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

All sources, flag “Date of birth unreadable”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth unreadableClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-408076	CLM	Thomas Espinoza	—	UHC-83698-81	—	—	0.54	Name split from “Last, First”Date of birth unreadable Gender normalised Whitespace trimmed+1 more
ENR-130893	ENR	Steven Hunt	—	UHC-31698-06	—	2211 Willow Ct, Charlotte, NC, 28208	0.54	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
ENR-138197	ENR	Diane Diaz	—	—	—	3673 Ocean Ave, Atlanta, GA, 30336	0.54	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+1 more
TPA-53721	TPA	Bryan Palmer	—	UHC-88787-64	—	7401 Lincoln Way, Los Angeles, CA	0.54	Name re-cased Date of birth unreadable ZIP missing Gender normalised+1 more
CLM-432107	CLM	John F Cox	—	—	2409656853	9483 Desert Sky Blvd, Houston, TX, 77062	0.54	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+1 more
CLM-408024	CLM	Angela Salazar	—	UHC-63436-64	6996412968	5809 Mountain View Dr, Minneapolis, MN, 55406	0.54	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+1 more
TPA-61861	TPA	Carl Dominguez	—	UHC-67933-51	—	1514 Baseline Rd # 279, Gilbert, AZ, 85224	0.56	Date of birth unreadable Unit split from street ZIP+4 trimmed Placeholder values cleared
CLM-416950	CLM	Denise X Padilla	—	UHC-97647-24	—	1651 Hillcrest Rd, Denver, CO	0.56	Date of birth unreadable State name converted to code ZIP missing Placeholder values cleared
CLM-407677	CLM	Peter Kelly	—	UHC-28833-25	5439815708	—	0.56	Name split from “Last, First”Date of birth unreadable Gender normalised Placeholder values cleared
CLM-427439	CLM	Danielle K Crawford	—	UHC-73270-57	6655835578	3798 Desert Sky Blvd, Phoenix, AZ, 85033	0.56	Date of birth unreadable SSN last four extracted Street suffix standardised Address re-cased
CLM-415577	CLM	Harold Murray	—	UHC-51489-92	—	188 Baseline Rd, Austin, TX, 78753	0.56	Date of birth unreadable ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-118342	ENR	Tom W Watson	—	UHC-88577-54	—	7825 Lincoln Way, Phoenix, AZ, 85072	0.56	Name split from “Last, First”Date of birth unreadable Phone missing area code Member ID reformatted
ENR-110690	ENR	Donald P McDonald	—	UHC-51117-14	—	6074 Baseline Rd, Dallas, TX, 75219	0.56	Name split from “Last, First”Date of birth unreadable Phone missing area code Whitespace trimmed
TPA-57624	TPA	Adam P Dunn	—	—	—	232 Lincoln Way, Atlanta, GA, 30366	0.56	Date of birth unreadable ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-136869	ENR	Sandra Mendoza	—	UHC-30072-32	—	2553 Apache Blvd, Sacramento, CA, 95813	0.56	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised
ENR-120868	ENR	Camila A Marshall	—	UHC-89742-06	3347020523	6341 Baseline Rd, Phoenix, AZ, 85066	0.56	Date of birth unreadable State name converted to code Gender normalised Whitespace trimmed
ENR-128233	ENR	James Murphy	—	UHC-37455-37	5333176302	259 Lake View Rd, Minneapolis, MN, 55449	0.56	Name split from “Last, First”Date of birth unreadable State name converted to code Whitespace trimmed
ENR-133070	ENR	Patrick O Reid	—	UHC-68801-83	8813630298	5818 Lincoln Way, Phoenix, AZ, 85039	0.56	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased
CLM-420465	CLM	Shirley Washington	—	UHC-05301-16	—	5417 Valley View Dr, San Diego, CA	0.56	Date of birth unreadable ZIP missing Gender normalised Placeholder values cleared
ENR-142986	ENR	Jeremy W Fuller	—	UHC-03594-99	9746892458	1341 Market St, Miami, FL, 33176	0.56	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised
CLM-429765	CLM	Raplh Cox	—	UHC-70393-90	—	2393 Sage Ct Apt 21, Charlotte, NC, 28240	0.56	Date of birth unreadable Unit split from street State name converted to code Placeholder values cleared
ENR-139714	ENR	Albert I Lynch	—	UHC-43210-65	—	3732 Sage Ct, Denver, CO, 80275	0.56	Date of birth unreadable State name converted to code ZIP+4 trimmed Placeholder values cleared
ENR-119783	ENR	Benjamin R Hunter	—	UHC-32263-44	7119127618	7826 Willow Ct, Minneapolis, MN	0.56	Date of birth unreadable Phone reformatted ZIP missing Gender normalised
TPA-55295	TPA	Adam I Howell	—	—	—	—	0.56	Name split from “Last, First”Date of birth unreadable Gender normalised Placeholder values cleared
CLM-413520	CLM	Fatima R Cole	—	UHC-66662-64	—	675 Grand Ave, Phoenix, AZ, 85095	0.56	Name split from “Last, First”Date of birth unreadable State name converted to code Placeholder values cleared
ENR-111531	ENR	Charles Russell	—	UHC-62543-15	9579743410	7797 Central Ave, Tempe, AZ, 85253	0.56	Date of birth unreadable Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-117923	ENR	Mary F Marquez	—	UHC-65462-14	—	9126 Union St, Atlanta, GA	0.56	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing
CLM-425174	CLM	James Richardsno	—	UHC-80635-16	3658397185	4127 Highland Ave, Gilbert, AZ, 85229	0.58	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+5 more
PRV-20161	PRV	Santiago Bennett	—	—	4837690416	5393 Palm Dr, San Diego, CA, 92142	0.58	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+5 more
ENR-137025	ENR	Dorothy Ortega	—	UHC-76525-44	5639145188	3937 Cedar Ln, Chandler, AZ, 85261	0.58	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+5 more
CLM-423083	CLM	Mark Day	—	UHC-40883-26	8694762010	9298 Bayshore Dr, Charlotte, NC, 28276	0.58	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+5 more
PRV-20590	PRV	Mei Estrada	—	—	9867750981	8211 Church St, Tempe, AZ, 85267	0.58	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+5 more
ENR-134565	ENR	Heather K Pena	—	UHC-96232-44	9155561340	6554 Baseline Rd, Tucson, AZ, 85708	0.58	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+5 more
ENR-131965	ENR	Emma V Rogers	—	UHC-68885-13	4019085273	1807 Forest Ave, Tucson, AZ, 85700	0.58	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-102170	ENR	Sara L Greene	—	UHC-69470-56	6993116190	9761 Pine Dr, Glendale, AZ, 85346	0.58	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+5 more
CLM-401825	CLM	Boobby Banks	—	UHC-25181-58	3852921108	8937 Ocean Ave, Nashville, TN, 37269	0.58	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+5 more
CLM-424902	CLM	Alan Obiren	—	UHC-95481-89	5413450956	2792 Bayshore Dr, Atlanta, GA, 30391	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-101059	ENR	Alice Knight	—	UHC-58125-21	4708262531	6465 Pine Dr, Orlando, FL, 32859	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-106367	ENR	Beverly N Sanchez	—	UHC-48016-67	7243502087	2047 Washington St, Plano, TX, 75096	0.60	Name re-cased Date of birth reformatted Date of birth unreadable Member ID reformatted+4 more
ENR-136898	ENR	Douglas F Li	—	UHC-11021-38	3665457281	7472 Pine Dr, Nashville, TN, 37291	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
PRV-22269	PRV	Michelle X Kelley	—	UHC-11382-60	6954920437	2898 Baseline Rd, San Antonio, TX, 78244	0.60	Name re-cased Date of birth unreadable Member ID reformatted Street suffix standardised+4 more
ENR-127515	ENR	Gary P Garrett	—	UHC-95391-30	3285024835	9326 Highland Ave, Charlotte, NC, 28207	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
CLM-411274	CLM	Diego George	—	—	9444057800	251 Apache Blvd, Tucson, AZ, 85792	0.60	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+4 more
TPA-59204	TPA	Russell G Bell	—	UHC-91116-58	2987968758	2688 Jefferson Ave, Atlanta, GA, 30380	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
CLM-423700	CLM	Kathleen Day	—	UHC-81831-31	7488355174	5003 Ocean Ave, Glendale, AZ, 85390	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-102586	ENR	Vincent Jimenez	—	UHC-80139-49	8059850483	6632 Sage Ct, Mesa, AZ, 85202	0.60	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+4 more
ENR-101032	ENR	Hiroshi G Fullre	—	UHC-10742-92	8024769878	9186 Church St, Tampa, FL, 33680	0.60	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+4 more
ENR-109648	ENR	Waye Jensen	—	UHC-95377-97	5025069613	7350 Bayshore Dr, Tampa, FL, 33600	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
TPA-51068	TPA	Ethan K Estrada	—	—	—	5007 Apache Blvd, Chandler, AZ, 85229	0.60	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+4 more
PRV-27855	PRV	Sandra Martin	—	—	9778538341	5929 Indian School Rd, Columbus, OH, 43227	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more

2,274 rows, page 16 of 46Previous Next